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Backend Language Proficiency Questions

Demonstrate strong practical knowledge of a backend programming language such as JavaScript with Node dot js, Python, Java, Go, or similar. Cover language fundamentals, idiomatic usage, standard library features, package and dependency management, common frameworks and ecosystem tools, testing strategies and tooling, error handling and observability, and patterns for maintainable server side code. Be ready to explain concurrency and asynchronous models in the language, performance considerations, security best practices, deployment and packaging approaches, and examples of backend services or APIs you built including trade offs and chosen libraries.

EasyTechnical
40 practiced
Write a small Express middleware in Node.js that checks for a bearer token in the Authorization header, rejects requests with a 401 JSON response when missing or invalid, and logs request id and path. Provide the middleware signature and briefly describe how you'd integrate it into the request pipeline and unit-test it.
MediumTechnical
37 practiced
In Java, implement a thread-safe lazy-initialized singleton that loads a heavy model object using double-checked locking. Use the correct volatile semantics to avoid initialization races and explain why volatile is necessary. Mention alternative idioms such as the initialization-on-demand holder pattern.
MediumTechnical
31 practiced
Describe a comprehensive testing strategy for backend model pipelines from unit tests to production smoke tests. Include dataset validation tests, model contract tests, integration tests for preprocessors and postprocessors, canary deployments, and CI gating strategies to ensure model correctness and reduce regressions in production.
HardTechnical
36 practiced
You inherit a Python production service with many third-party dependencies, flaky tests, and frequent regressions. Propose a prioritized remediation plan to improve code quality, reduce test flakiness, and increase release confidence. Cover dependency hygiene, test determinism, CI changes, observability improvements, and incremental refactoring strategies.
EasyTechnical
32 practiced
Implement a Java method that parses an ISO 8601 timestamp string (examples: 2023-11-15T13:45:30Z or 2023-11-15T13:45:30+02:00) and returns epoch milliseconds using only standard Java time APIs. Ensure invalid inputs throw a descriptive checked exception and describe how you would handle leap seconds or missing timezone information.

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